Schedule robustness in the periodic supply vessels planning problem with stochastic demand and travel time
- 2 January 2023
- journal article
- research article
- Published by Wiley in International Transactions in Operational Research
- Vol. 31 (4) , 2338-2365
Abstract
The periodic supply vessel planning problem (PSVPP) consists in determining a periodic schedule and the respective fleet composition for servicing offshore units on a regular basis. One of the challenges for the PSVPP is determining reliable schedules with a good compromise between reliability and cost. This work extends the PSVPP by including stochastic demand and travel time. We also introduce a novel methodology based on a voyage‐based model to deal with the schedule robustness. Basically, key statistical parameters related to the routes' demand and execution time are generated. They are used together with a set of probability combinations to incorporate the schedule reliability into the optimization model. Therefore, schedule reliability is an input parameter in the optimization model. The instances used in the study are based on real data from Brazil. A comparison of the new methodology to conventional approaches is presented, and a Monte Carlo simulation is used to evaluate the quality of the solutions. The proposed methodology is able to generate robust schedules at a lower cost compared to the conventional approaches. The proposed methodology might be applied to other stochastic problems, where schedule reliability is a key parameter for the problem.Keywords
Funding Information
- Conselho Nacional de Desenvolvimento Científico e Tecnológico (309661/2019‐6)
This publication has 41 references indexed in Scilit:
- Optimal fleet composition and periodic routing of offshore supply vesselsEuropean Journal of Operational Research, 2012
- The lexicographic α-robust knapsack problemInternational Transactions in Operational Research, 2010
- Optimization under uncertainty of the integrated oil supply chain using stochastic and robust programmingInternational Transactions in Operational Research, 2010
- Vehicle routing problems with time windows and stochastic travel and service times: Models and algorithmInternational Journal of Production Economics, 2010
- The role of supply vessels in offshore logisticsMaritime Economics & Logistics, 2009
- Robust multi‐objective optimization for water distribution system design using a meta‐metaheuristicInternational Transactions in Operational Research, 2009
- A tabu search heuristic for a routing problem arising in servicing of offshore oil and gas platformsJournal of the Operational Research Society, 2008
- Robust discrete optimization and network flowsMathematical Programming, 2003
- Optimal policies for maintaining a supply service in the Norwegian SeaOmega, 2000
- Stochastic vehicle routingEuropean Journal of Operational Research, 1996